Nearly thirty years old, established in science and technology

Chapter 3 Isn’t this a ready demand?

[The current GPU computing is biased towards quantitative analysis. What if "simulating qualitative thinking" can be introduced to make machine learning closer to the way humans acquire knowledge, instead of vigorously accumulating computing power? 】

[Key position decision? Self-denial replaces external feedback? Clustered model convolutional network? ...]

Ideas came out like a fountain, and whether they were useful or not, Ji Hong quickly recorded them - these were rare inspirations.

[Cluster model convolutional network uses micro-parameter model decision clusters as cluster nodes of the neural network model, which allows the cluster nodes themselves to have the ability of "quasi-qualitative thinking"...]

Ji Hong kept thinking, and the entire plan was continuously improved on a basically complete basis. The little modules quickly formed an intricate network in his brain, like the stars in the sky, quickly intertwining until they were unbreakable.

"If we do it this way, the model will not be very big, but it will be very strong."

Ji Hong nodded while sighing: "A thinking-like model, this is a micro-model, and the training mode and concept have also changed, making it closer to the state of human children learning to speak.

“Therefore, the amount of data required for training is greatly reduced, “qualitative thinking” will play an increasingly important role in training, and the computing power required will become smaller and smaller.

"What if we combine this kind of micro model with a large model? What kind of effect will it have if we take it to the extreme? Equivalent to human intelligence plus the data scale of artificial intelligence? Ah, this..."

Ji Hong's thinking became more and more divergent, and he even had a tendency to be unable to stop. He did not stop deliberately. No matter whether it was feasible or not, there was nothing wrong with recording it and trying it later.

Two hours had passed when his divergent thinking stopped, and Ji Hong had also recorded a lot of information that he didn't know whether it was useful or not.

"Let's verify it." The idea was very clear, and Ji Hong also decided to find a sample to verify it first. The samples were all ready-made, and it was the previous "My Cyber ​​Girlfriend is Angry".

The large model uses the Wenxin large model interface provided by Wange platform, while the class thinking micro model is a part that needs to be handled by himself.

The micro model concept is complex, but the scale is indeed small and the computing power requirements are not high.

However, existing hardware does have incompatibility issues. Whether it is a graphics card or an inference card training card, they are essentially computing core GPUs, which do not meet the needs.

"It's unrealistic to develop hardware now, so let's simulate it," Ji Hong thought for a while: "The performance loss is indeed not small, but it is not completely unusable. We can only make do for now."

Ji Hong tinkered for several hours, and it was almost early in the morning before he finally set up the required environment and configured the training materials.

"Honey, you went to bed too late. You don't have to ask me to eat in the morning. Just wake me up at 12 o'clock." Ji Hong took out his mobile phone and sent a message to Cheng Hui's WeChat, and then fell asleep quickly.

……

He slept soundly until Ji Hong felt hot air blowing on his whole face. As soon as he opened his eyes, Cheng Hui was right in front of him.

"Wake up, it's almost a little late, get up and have something to eat." Cheng Hui stood up and threw his clothes on the bed, and said: "Don't stay up so late in the future, it's not good for your health.

"We are actually not in a hurry to buy a house. We don't care what my parents say. I am marrying you. Life is for ourselves, not for others. We can just feel good about it."

"Besides, look at it now, the price of houses is actually falling. You might still lose money if you buy it. Isn't it the same as renting a house?
"Honey, don't worry. My parents are trying their best to stop us from getting married. If we don't get married in a few years, they will be the ones who are anxious. Believe it or not..."

Ji Hong stopped listening to Cheng Hui's "nagging" and quickly hugged her from behind: "Meeting you is the greatest luck in my life."

"Hehe, me too. Go and eat quickly. I made porridge and stewed black chicken and pork ribs soup to nourish my stomach and replenish my body. You have been working too hard recently."...

"Husband, if you drink soup, just drink soup. What's the point of being happy about it all the time?"

"Recently I've been watching other people break up because of betrothal gifts, getting divorced because of houses, etc. I always feel that ours is a science fiction movie."

"Are you saying that I'm not very real? In fact, I'm very realistic. It's just that I can see into the future at a glance and can see that my husband will definitely prosper. Of course I have to be nice to you at this time!"

With that said, she served Ji Hong another bowl of soup: "If you eat mine, you won't be able to run away in this life!"

"After eating, it would be too much to take supplements! I'm going to see the results of yesterday's training."

Ji Hong came to the computer and looked at the progress of the training: "The training of the tiny model is fast. According to this progress, it should be almost ready tomorrow. Moreover, the effect... is extraordinary!"

"Honey, come here."

"what happened?"

"This..." Ji Hong originally wanted to discuss AI training with her, but he thought the effect wouldn't be very good. Why not try another approach? Is it better to understand by starting with usage?

So I thought about it: "Let me ask you something, do you think AI can be used in your work?"

"It's no use!" Cheng Hui shook his head: "It's just that WPS has built some kind of WPS AI, continuation optimization, etc., it's of no use at all."

"So are there any work projects that are particularly bothering you right now?"

"Do you need to keep an eye on more than a dozen people every day? There are also advertisements posted all day long, so it's easy to miss some useful information.

“Moreover, when we connect to different systems, the required content and formats are different. Data docking is particularly troublesome and needs to be done one by one.

"What's even more ridiculous is that the company's computer system has been replaced by Unison, which is extremely difficult to use! Why do we want to replace it with a domestic system? We are a private company, and I don't know what the boss is doing!"

"Hey, isn't this a ready demand?" Ji Hong thought: "Try to get a personal assistant?"

"What personal assistant?" Cheng Hui didn't know much about Ji Hong's work before, and their majors were somewhat unrelated.

However, Ji Hong has been talking to her about technology in the past two days. She found that although she didn't understand much, she still liked to listen and learn more about it. It seemed that the relationship between the two was closer.

"I said I would help you become an AI work assistant to monitor your dozen or so large groups, filter out all invalid information, and extract useful information directly.

"Then, the same goes for docking. You only need to provide the content once, and it can be automatically processed according to the different rules and formats of different companies. Will it be easy for you in the future?"

"Ah? Is it really possible? Husband, you are great!" Cheng Hui's joy was beyond words, and he shouted excitedly: "Those groups are annoying me to death!"

[Recognized, AI fusion operating system architecture inspiration +1]

(End of this chapter)